Data Analytics: Concepts, Techniques, and Applications
暫譯: 數據分析:概念、技術與應用

Ahmed, Mohiuddin, Pathan, Al-Sakib Khan

商品描述

Large data sets arriving at every increasing speeds require a new set of efficient data analysis techniques. Data analytics are becoming an essential component for every organization and technologies such as health care, financial trading, Internet of Things, Smart Cities or Cyber Physical Systems. However, these diverse application domains give rise to new research challenges. In this context, the book provides a broad picture on the concepts, techniques, applications, and open research directions in this area. In addition, it serves as a single source of reference for acquiring the knowledge on emerging Big Data Analytics technologies.

商品描述(中文翻譯)

大型數據集以不斷增加的速度到達,這需要一套新的高效數據分析技術。數據分析正成為每個組織的基本組成部分,並且在醫療保健、金融交易、物聯網、智慧城市或網路物理系統等技術中扮演著重要角色。然而,這些多樣的應用領域帶來了新的研究挑戰。在這個背景下,本書提供了該領域概念、技術、應用和開放研究方向的廣泛概述。此外,它還作為獲取新興大數據分析技術知識的單一參考來源。

作者簡介

Mohiuddin Ahmed attained his PhD from UNSW Australia and currently working as Lecturer in Canberra Institute of Technology with the department of ICT & Library Studies. His research interests include Big Data Analytics, Machine Learning, Network Security, IoT and HealthCare. He is exploring Deep Learning for a sensible solution for Big Data Analytics. He has made practical and theoretical contribution for data summarization for network traffic analysis. His research also has a high impact on financial fraud detection, critical infrastructure protection (SCADA systems, Smart Grid), information security against DoS attacks and complicated health data (heart disease, nutrition) analysis. He has published a number of journals and conferences papers in reputed venues of computer science. Mohiuddin holds a Bachelor of Science Degree in Computer Science and Information Technology with High Distinction from Islamic University of Technology, OIC.

 

 

Al-Sakib Khan Pathan received his PhD degree (MS leading to PhD) in computer engineering in 2009 from Kyung Hee University, South Korea. He received a BSc degree in computer science and information technology from the Islamic University of Technology, Bangladesh, in 2003.He is currently an Associate Professor at the Computer Science and Engineering (CSE) department, Southeast University, Bangladesh. He was an assistant professor in the Computer Science Department at the International Islamic University Malaysia, Malaysia. Until June 2010, he served as an assistant professor in the Computer Science and Engineering Department at BRAC University, Bangladesh. Prior to holding this position, he worked as a researcher at the Networking Lab, Kyung Hee University, South Korea, up to August 2009. His research interests include wireless sensor networks, network security, and e-services technologies.

 

 

作者簡介(中文翻譯)

Mohiuddin Ahmed 於澳洲新南威爾士大學獲得博士學位,目前在堪培拉科技學院的資訊與圖書館研究系擔任講師。他的研究興趣包括大數據分析、機器學習、網路安全、物聯網及健康照護。他正在探索深度學習,以尋找大數據分析的合理解決方案。他在網路流量分析的數據摘要方面做出了實踐和理論上的貢獻。他的研究對於金融詐騙檢測、關鍵基礎設施保護(SCADA 系統、智慧電網)、抵禦 DoS 攻擊的信息安全以及複雜健康數據(心臟病、營養)分析具有重大影響。他在計算機科學的知名期刊和會議上發表了多篇論文。Mohiuddin 擁有來自伊斯蘭科技大學(OIC)的計算機科學與資訊技術學士學位,並以優異成績畢業。

Al-Sakib Khan Pathan 於2009年在南韓的慶熙大學獲得計算機工程博士學位(碩士轉博士)。他於2003年在孟加拉的伊斯蘭科技大學獲得計算機科學與資訊技術的學士學位。目前,他是孟加拉東南大學計算機科學與工程系的副教授。他曾在馬來西亞國際伊斯蘭大學的計算機科學系擔任助理教授。直到2010年6月,他在孟加拉的 BRAC 大學計算機科學與工程系擔任助理教授。在擔任此職位之前,他在慶熙大學的網路實驗室擔任研究員,直到2009年8月。他的研究興趣包括無線感測器網路、網路安全和電子服務技術。